Aspire Journeys

Causal Inference with R

  • 4 Courses | 2h
  • 3 Labs | 3h
You hear it all the time: "correlation is not causation." In this Aspire Journey, you'll find out what causation really is. Find out why things happen using causal methods, such as matching and weighting, instrumental variables, and difference in differences. You'll learn the conceptual foundations for determining causal inference and how to work with data to understand why things happen. In addition to the basic foundations, you will learn how to isolate variables and apply different techniques to deal with unruly datasets and interpret the results of your analysis.

Track 1: R for Programmers

In this track of the Causal Inference with R Aspire Journey, the focus will be on developing a working knowledge of R, including syntax, data structures, and basic programming and data analysis.

  • 4 Courses | 2h

Track 2: Learn the Basics of Causal Inference with R

In this track of the Causal Inference with R Aspire Journey, the focus will be on performing causal analysis using R, including propensity scores, RDD, and difference in differences.

  • 3 Labs | 3h

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